Energy Management for MapReduce Clusters
Summary: Framework for evaluating MapReduce cluster energy-down strategies, linking utilization, response time, and energy. Compares CS vs AIS using evaluation and analytic models; AIS frequently yields superior energy savings. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Willis Lang
- 2. Jignesh M. Patel
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 981 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.00014866268 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 5,110 | Only Aggressive Elephants are Fast Elephants | 2012 | VLDB | 5.6868273e-05 |
| 5,841 | A Performance Study of Big Data on Small Nodes | 2015 | VLDB | 5.3062554e-05 |
| 6,065 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 5.2254299e-05 |
| 9,612 | Workload-Aware CPU Performance Scaling for Transactional Database Systems | 2018 | SIGMOD | 4.3136057e-05 |
| 11,702 | Dynamic Scaling for Parallel Graph Computations | 2019 | VLDB | 4.1905499e-05 |
| 11,888 | An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers | 2016 | VLDB | 4.1905499e-05 |
| 12,037 | Green Databases Through Integration of Renewable Energy | 2013 | CIDR | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073570328 |
| 692 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018045529 |
| 1,789 | JouleSort: A Balanced Energy-Efficiency Benchmark | 2007 | SIGMOD | 0.00010533558 |
| 1,832 | Towards Eco-friendly Database Management Systems | 2009 | CIDR | 0.0001036671 |
| 2,238 | Cooperative Expendable Micro-Slice Servers (CEMS): Low Cost, Low Power Servers for Internet-Scale Services | 2009 | CIDR | 9.2174642e-05 |
| 2,483 | Energy Efficiency: The New Holy Grail of Data Management Systems Research | 2009 | CIDR | 8.6765914e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,419 | Managed Resource Scaling in Amazon EMR | 2025 | SIGMOD | 4.1905499e-05 |
| 1,312 | Upper and Lower Bounds on the Cost of a Map-Reduce Computation | 2013 | VLDB | 0.00012650678 |
| 1,451 | Online Aggregation for Large MapReduce Jobs | 2011 | VLDB | 0.00011925842 |
| 947 | MRShare: Sharing Across Multiple Queries in MapReduce | 2010 | VLDB | 0.00015112344 |
| 11,984 | Anti-Combining for MapReduce | 2014 | SIGMOD | 4.1905499e-05 |
| 692 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018045529 |
| 1,615 | The Performance of MapReduce: An In-depth Study | 2010 | VLDB | 0.00011137225 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 6,065 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 5.2254299e-05 |
| 3,709 | Multi-Query Optimization in MapReduce Framework | 2014 | VLDB | 6.8211506e-05 |